{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `Raw Data!` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_blobs\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate random blobs\n",
    "X, y = make_blobs(n_samples=500, centers=3, cluster_std=0.5, random_state=0)\n",
    "\n",
    "plt.scatter(X[:,0], X[:,1])\n",
    "plt.title(\"RAW Data\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `DBSCAN` 🚀 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import DBSCAN\n",
    "\n",
    "# create DBSCAN object\n",
    "dbscan = DBSCAN(eps=0.5, min_samples=3)\n",
    "\n",
    "# fit the data to the model\n",
    "dbscan.fit(X)\n",
    "\n",
    "# plot the clusters\n",
    "plt.scatter(X[:,0], X[:,1], c=dbscan.labels_)\n",
    "plt.title(\"DBSCAN Clustering\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_twitter",
   "language": "python",
   "name": "env_twitter"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
